Default dataset analysis

Dataset statistics

Number of variables	18
Number of observations	10970
Missing cells	3693
Missing cells (%)	1.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.4 MiB
Average record size in memory	420.4 B

Variable types

Numeric	10
Categorical	8

Alerts

`ratio` has 2581 (23.5%) missing values	Missing
`region` has 1090 (9.9%) missing values	Missing
`clientid` is uniformly distributed	Uniform
`clientid` has unique values	Unique
`ratio` has 578 (5.3%) zeros	Zeros
`income` has 2770 (25.3%) zeros	Zeros

Reproduction

Analysis started	2024-05-02 15:56:04.320173
Analysis finished	2024-05-02 15:56:34.052002
Duration	29.73 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

clientid
Real number (ℝ)

UNIFORM UNIQUE

Distinct	10970
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5484.5

Minimum	0
Maximum	10969
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	85.8 KiB

Quantile statistics

Minimum	0
5-th percentile	548.45
Q1	2742.25
median	5484.5
Q3	8226.75
95-th percentile	10420.55
Maximum	10969
Range	10969
Interquartile range (IQR)	5484.5

Descriptive statistics

Standard deviation	3166.9106
Coefficient of variation (CV)	0.57742922
Kurtosis	-1.2
Mean	5484.5
Median Absolute Deviation (MAD)	2742.5
Skewness	0
Sum	60164965
Variance	10029322
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
7316	1	< 0.1%
7308	1	< 0.1%
7309	1	< 0.1%
7310	1	< 0.1%
7311	1	< 0.1%
7312	1	< 0.1%
7313	1	< 0.1%
7314	1	< 0.1%
7315	1	< 0.1%
Other values (10960)	10960	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
10969	1	< 0.1%
10968	1	< 0.1%
10967	1	< 0.1%
10966	1	< 0.1%
10965	1	< 0.1%
10964	1	< 0.1%
10963	1	< 0.1%
10962	1	< 0.1%
10961	1	< 0.1%
10960	1	< 0.1%

client_type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	670.3 KiB

early	7892
regular	1771
default	1307

Length

Max length	7
Median length	5
Mean length	5.5611668
Min length	5

Characters and Unicode

Total characters	61006
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	default
2nd row	default
3rd row	default
4th row	default
5th row	default

Common Values

Value	Count	Frequency (%)
early	7892	71.9%
regular	1771	16.1%
default	1307	11.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
early	7892	71.9%
regular	1771	16.1%
default	1307	11.9%

Most occurring characters

Value	Count	Frequency (%)
r	11434	18.7%
e	10970	18.0%
a	10970	18.0%
l	10970	18.0%
y	7892	12.9%
u	3078	5.0%
g	1771	2.9%
d	1307	2.1%
f	1307	2.1%
t	1307	2.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	61006	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	11434	18.7%
e	10970	18.0%
a	10970	18.0%
l	10970	18.0%
y	7892	12.9%
u	3078	5.0%
g	1771	2.9%
d	1307	2.1%
f	1307	2.1%
t	1307	2.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	61006	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	11434	18.7%
e	10970	18.0%
a	10970	18.0%
l	10970	18.0%
y	7892	12.9%
u	3078	5.0%
g	1771	2.9%
d	1307	2.1%
f	1307	2.1%
t	1307	2.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	61006	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	11434	18.7%
e	10970	18.0%
a	10970	18.0%
l	10970	18.0%
y	7892	12.9%
u	3078	5.0%
g	1771	2.9%
d	1307	2.1%
f	1307	2.1%
t	1307	2.1%

ratio
Real number (ℝ)

MISSING ZEROS

Distinct	183
Distinct (%)	2.2%
Missing	2581
Missing (%)	23.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.2734627

Minimum	0
Maximum	4.1666667
Zeros	578
Zeros (%)	5.3%
Negative	0
Negative (%)	0.0%
Memory size	85.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.066666667
median	0.16666667
Q3	0.375
95-th percentile	0.95833333
Maximum	4.1666667
Range	4.1666667
Interquartile range (IQR)	0.30833333

Descriptive statistics

Standard deviation	0.29338163
Coefficient of variation (CV)	1.0728397
Kurtosis	5.7542231
Mean	0.2734627
Median Absolute Deviation (MAD)	0.125
Skewness	1.7911874
Sum	2294.0786
Variance	0.08607278
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	578	5.3%
0.08333333333	577	5.3%
0.1666666667	458	4.2%
0.25	326	3.0%
0.3333333333	239	2.2%
0.04166666667	229	2.1%
0.05555555556	221	2.0%
0.125	213	1.9%
0.02777777778	208	1.9%
0.1111111111	194	1.8%
Other values (173)	5146	46.9%
(Missing)	2581	23.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	578	5.3%
0.008333333333	9	0.1%
0.01041666667	2	< 0.1%
0.0119047619	25	0.2%
0.01388888889	10	0.1%
0.01666666667	165	1.5%
0.02040816327	1	< 0.1%
0.02083333333	84	0.8%
0.02380952381	22	0.2%
0.025	8	0.1%

Value	Count	Frequency (%)
4.166666667	1	< 0.1%
2.583333333	1	< 0.1%
2.333333333	1	< 0.1%
2.083333333	1	< 0.1%
2	1	< 0.1%
1.666666667	1	< 0.1%
1.583333333	1	< 0.1%
1.5	3	< 0.1%
1.416666667	3	< 0.1%
1.333333333	7	0.1%

loan_type
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	704.3 KiB

leaseback	9509
leasing	1461

Length

Max length	9
Median length	9
Mean length	8.7336372
Min length	7

Characters and Unicode

Total characters	95808
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	leaseback
2nd row	leaseback
3rd row	leasing
4th row	leaseback
5th row	leasing

Common Values

Value	Count	Frequency (%)
leaseback	9509	86.7%
leasing	1461	13.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
leaseback	9509	86.7%
leasing	1461	13.3%

Most occurring characters

Value	Count	Frequency (%)
e	20479	21.4%
a	20479	21.4%
l	10970	11.4%
s	10970	11.4%
b	9509	9.9%
c	9509	9.9%
k	9509	9.9%
i	1461	1.5%
n	1461	1.5%
g	1461	1.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	95808	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	20479	21.4%
a	20479	21.4%
l	10970	11.4%
s	10970	11.4%
b	9509	9.9%
c	9509	9.9%
k	9509	9.9%
i	1461	1.5%
n	1461	1.5%
g	1461	1.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	95808	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	20479	21.4%
a	20479	21.4%
l	10970	11.4%
s	10970	11.4%
b	9509	9.9%
c	9509	9.9%
k	9509	9.9%
i	1461	1.5%
n	1461	1.5%
g	1461	1.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	95808	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	20479	21.4%
a	20479	21.4%
l	10970	11.4%
s	10970	11.4%
b	9509	9.9%
c	9509	9.9%
k	9509	9.9%
i	1461	1.5%
n	1461	1.5%
g	1461	1.5%

loan_initial_term
Real number (ℝ)

Distinct	35
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.818323

Minimum	9
Maximum	180
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	85.8 KiB

Quantile statistics

Minimum	9
5-th percentile	18
Q1	36
median	54
Q3	90
95-th percentile	108
Maximum	180
Range	171
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	28.195104
Coefficient of variation (CV)	0.45609623
Kurtosis	0.87781578
Mean	61.818323
Median Absolute Deviation (MAD)	18
Skewness	0.65047147
Sum	678147
Variance	794.96389
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
54	3116	28.4%
90	2590	23.6%
36	2327	21.2%
72	1218	11.1%
18	672	6.1%
108	325	3.0%
126	289	2.6%
9	141	1.3%
27	136	1.2%
180	71	0.6%
Other values (25)	85	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	141	1.3%
12	2	< 0.1%
15	3	< 0.1%
18	672	6.1%
20	4	< 0.1%
21	2	< 0.1%
23	4	< 0.1%
24	2	< 0.1%
27	136	1.2%
30	7	0.1%

Value	Count	Frequency (%)
180	71	0.6%
144	2	< 0.1%
126	289	2.6%
111	1	< 0.1%
108	325	3.0%
104	1	< 0.1%
101	1	< 0.1%
90	2590	23.6%
87	1	< 0.1%
86	1	< 0.1%

loan_initial_amount
Real number (ℝ)

Distinct	232
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6091.551

Minimum	1680
Maximum	93600
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	85.8 KiB

Quantile statistics

Minimum	1680
5-th percentile	1920
Q1	3456
median	4992
Q3	7200
95-th percentile	13440
Maximum	93600
Range	91920
Interquartile range (IQR)	3744

Descriptive statistics

Standard deviation	3961.0339
Coefficient of variation (CV)	0.65025047
Kurtosis	34.530375
Mean	6091.551
Median Absolute Deviation (MAD)	2112
Skewness	3.2509539
Sum	66824315
Variance	15689790
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4800	1106	10.1%
7200	801	7.3%
2400	710	6.5%
5760	569	5.2%
3840	558	5.1%
2880	458	4.2%
1680	427	3.9%
3360	412	3.8%
4320	405	3.7%
9600	400	3.6%
Other values (222)	5124	46.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1680	427	3.9%
1728	2	< 0.1%
1752	1	< 0.1%
1776	4	< 0.1%
1800	1	< 0.1%
1824	2	< 0.1%
1872	1	< 0.1%
1920	276	2.5%
1992	1	< 0.1%
2016	11	0.1%

Value	Count	Frequency (%)
93600	1	< 0.1%
69120	1	< 0.1%
48000	2	< 0.1%
42240	1	< 0.1%
40800	1	< 0.1%
33600	1	< 0.1%
30720	1	< 0.1%
28800	4	< 0.1%
27360	1	< 0.1%
26880	1	< 0.1%

loan_to_value_ratio
Real number (ℝ)

Distinct	1120
Distinct (%)	10.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.62581684

Minimum	0.040740741
Maximum	8.4782609
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	85.8 KiB

Quantile statistics

Minimum	0.040740741
5-th percentile	0.26315789
Q1	0.5
median	0.66666667
Q3	0.78947368
95-th percentile	0.875
Maximum	8.4782609
Range	8.4375201
Interquartile range (IQR)	0.28947368

Descriptive statistics

Standard deviation	0.2202144
Coefficient of variation (CV)	0.35188315
Kurtosis	198.06121
Mean	0.62581684
Median Absolute Deviation (MAD)	0.13333333
Skewness	6.1284786
Sum	6865.2107
Variance	0.048494382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8	963	8.8%
0.5	442	4.0%
0.75	362	3.3%
0.6	308	2.8%
0.9	307	2.8%
0.6666666667	301	2.7%
0.625	260	2.4%
0.8333333333	227	2.1%
0.7142857143	224	2.0%
0.7692307692	169	1.5%
Other values (1110)	7407	67.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.04074074074	1	< 0.1%
0.04545454545	1	< 0.1%
0.05974025974	1	< 0.1%
0.0618556701	1	< 0.1%
0.06538461538	1	< 0.1%
0.06981132075	1	< 0.1%
0.07142857143	1	< 0.1%
0.07692307692	1	< 0.1%
0.07894736842	1	< 0.1%
0.0793814433	1	< 0.1%

Value	Count	Frequency (%)
8.47826087	1	< 0.1%
5.833333333	1	< 0.1%
5.333333333	1	< 0.1%
3.888888889	1	< 0.1%
1.962560974	1	< 0.1%
1.597312722	1	< 0.1%
1.301052632	1	< 0.1%
1.2	1	< 0.1%
1.175	1	< 0.1%
1.061415546	1	< 0.1%

annual_percentage_rate
Real number (ℝ)

Distinct	7182
Distinct (%)	65.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.399138

Minimum	19.841096
Maximum	54.501862
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	85.8 KiB

Quantile statistics

Minimum	19.841096
5-th percentile	29.440909
Q1	34.013923
median	35.915354
Q3	36.958098
95-th percentile	39.422817
Maximum	54.501862
Range	34.660766
Interquartile range (IQR)	2.944175

Descriptive statistics

Standard deviation	3.0910412
Coefficient of variation (CV)	0.087319675
Kurtosis	3.61393
Mean	35.399138
Median Absolute Deviation (MAD)	1.2327729
Skewness	-0.41124843
Sum	388328.55
Variance	9.554536
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.11805625	24	0.2%
38.27843974	21	0.2%
37.06229324	18	0.2%
36.412265	17	0.2%
36.37183013	15	0.1%
37.09016621	15	0.1%
36.29131896	14	0.1%
35.48274939	12	0.1%
37.28588077	12	0.1%
37.01369954	12	0.1%
Other values (7172)	10810	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19.84109589	1	< 0.1%
20.4245887	1	< 0.1%
20.5759692	1	< 0.1%
20.65722462	1	< 0.1%
20.67344486	1	< 0.1%
20.68876102	1	< 0.1%
20.77566325	1	< 0.1%
20.78718153	1	< 0.1%
20.81876534	1	< 0.1%
20.83961846	1	< 0.1%

Value	Count	Frequency (%)
54.50186212	1	< 0.1%
54.0241842	1	< 0.1%
52.3438013	1	< 0.1%
52.06081289	1	< 0.1%
52.0160863	1	< 0.1%
51.83446821	1	< 0.1%
51.13353812	1	< 0.1%
50.99258106	1	< 0.1%
50.98807099	2	< 0.1%
50.18068113	1	< 0.1%

monthly_interest_rate
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	688.3 KiB

3.374	7079
2.6710832771	3448
2.5305	443

Length

Max length	12
Median length	5
Mean length	7.2405652
Min length	5

Characters and Unicode

Total characters	79429
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.374
2nd row	3.374
3rd row	3.374
4th row	3.374
5th row	3.374

Common Values

Value	Count	Frequency (%)
3.374	7079	64.5%
2.6710832771	3448	31.4%
2.5305	443	4.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.374	7079	64.5%
2.6710832771	3448	31.4%
2.5305	443	4.0%

Most occurring characters

Value	Count	Frequency (%)
3	18049	22.7%
7	17423	21.9%
.	10970	13.8%
2	7339	9.2%
4	7079	8.9%
1	6896	8.7%
0	3891	4.9%
6	3448	4.3%
8	3448	4.3%
5	886	1.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	79429	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	18049	22.7%
7	17423	21.9%
.	10970	13.8%
2	7339	9.2%
4	7079	8.9%
1	6896	8.7%
0	3891	4.9%
6	3448	4.3%
8	3448	4.3%
5	886	1.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	79429	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	18049	22.7%
7	17423	21.9%
.	10970	13.8%
2	7339	9.2%
4	7079	8.9%
1	6896	8.7%
0	3891	4.9%
6	3448	4.3%
8	3448	4.3%
5	886	1.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	79429	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	18049	22.7%
7	17423	21.9%
.	10970	13.8%
2	7339	9.2%
4	7079	8.9%
1	6896	8.7%
0	3891	4.9%
6	3448	4.3%
8	3448	4.3%
5	886	1.1%

region
Categorical

MISSING

Distinct	12
Distinct (%)	0.1%
Missing	1090
Missing (%)	9.9%
Memory size	687.3 KiB

region 6	3728
region 5	2055
region 8	911
region 3	737
region 7	642
Other values (7)	1807

Length

Max length	9
Median length	8
Mean length	8.0452429
Min length	8

Characters and Unicode

Total characters	79487
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	region 9
2nd row	region 2
3rd row	region 6
4th row	region 2
5th row	region 5

Common Values

Value	Count	Frequency (%)
region 6	3728	34.0%
region 5	2055	18.7%
region 8	911	8.3%
region 3	737	6.7%
region 7	642	5.9%
region 9	561	5.1%
region 2	537	4.9%
region 10	400	3.6%
region 1	213	1.9%
region 4	49	0.4%
Other values (2)	47	0.4%
(Missing)	1090	9.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
region	9880	50.0%
6	3728	18.9%
5	2055	10.4%
8	911	4.6%
3	737	3.7%
7	642	3.2%
9	561	2.8%
2	537	2.7%
10	400	2.0%
1	213	1.1%
Other values (3)	96	0.5%

Most occurring characters

Value	Count	Frequency (%)
r	9880	12.4%
e	9880	12.4%
g	9880	12.4%
i	9880	12.4%
o	9880	12.4%
n	9880	12.4%
	9880	12.4%
6	3728	4.7%
5	2055	2.6%
8	911	1.1%
Other values (7)	3633	4.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	79487	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	9880	12.4%
e	9880	12.4%
g	9880	12.4%
i	9880	12.4%
o	9880	12.4%
n	9880	12.4%
	9880	12.4%
6	3728	4.7%
5	2055	2.6%
8	911	1.1%
Other values (7)	3633	4.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	79487	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	9880	12.4%
e	9880	12.4%
g	9880	12.4%
i	9880	12.4%
o	9880	12.4%
n	9880	12.4%
	9880	12.4%
6	3728	4.7%
5	2055	2.6%
8	911	1.1%
Other values (7)	3633	4.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	79487	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	9880	12.4%
e	9880	12.4%
g	9880	12.4%
i	9880	12.4%
o	9880	12.4%
n	9880	12.4%
	9880	12.4%
6	3728	4.7%
5	2055	2.6%
8	911	1.1%
Other values (7)	3633	4.6%

branch
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	696.5 KiB

branch 5	3697
branch 6	2274
branch 3	1964
branch 2	1501
branch 7	641
Other values (2)	893

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	87760
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	branch 3
2nd row	branch 3
3rd row	branch 5
4th row	branch 3
5th row	branch 2

Common Values

Value	Count	Frequency (%)
branch 5	3697	33.7%
branch 6	2274	20.7%
branch 3	1964	17.9%
branch 2	1501	13.7%
branch 7	641	5.8%
branch 4	552	5.0%
branch 1	341	3.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
branch	10970	50.0%
5	3697	16.9%
6	2274	10.4%
3	1964	9.0%
2	1501	6.8%
7	641	2.9%
4	552	2.5%
1	341	1.6%

Most occurring characters

Value	Count	Frequency (%)
b	10970	12.5%
r	10970	12.5%
a	10970	12.5%
n	10970	12.5%
c	10970	12.5%
h	10970	12.5%
	10970	12.5%
5	3697	4.2%
6	2274	2.6%
3	1964	2.2%
Other values (4)	3035	3.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	87760	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
b	10970	12.5%
r	10970	12.5%
a	10970	12.5%
n	10970	12.5%
c	10970	12.5%
h	10970	12.5%
	10970	12.5%
5	3697	4.2%
6	2274	2.6%
3	1964	2.2%
Other values (4)	3035	3.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	87760	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
b	10970	12.5%
r	10970	12.5%
a	10970	12.5%
n	10970	12.5%
c	10970	12.5%
h	10970	12.5%
	10970	12.5%
5	3697	4.2%
6	2274	2.6%
3	1964	2.2%
Other values (4)	3035	3.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	87760	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
b	10970	12.5%
r	10970	12.5%
a	10970	12.5%
n	10970	12.5%
c	10970	12.5%
h	10970	12.5%
	10970	12.5%
5	3697	4.2%
6	2274	2.6%
3	1964	2.2%
Other values (4)	3035	3.5%

client_gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	656.9 KiB

male	9261
female	1709

Length

Max length	6
Median length	4
Mean length	4.311577
Min length	4

Characters and Unicode

Total characters	47298
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	male
2nd row	male
3rd row	male
4th row	female
5th row	male

Common Values

Value	Count	Frequency (%)
male	9261	84.4%
female	1709	15.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	9261	84.4%
female	1709	15.6%

Most occurring characters

Value	Count	Frequency (%)
e	12679	26.8%
m	10970	23.2%
a	10970	23.2%
l	10970	23.2%
f	1709	3.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	47298	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	12679	26.8%
m	10970	23.2%
a	10970	23.2%
l	10970	23.2%
f	1709	3.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	47298	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	12679	26.8%
m	10970	23.2%
a	10970	23.2%
l	10970	23.2%
f	1709	3.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	47298	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	12679	26.8%
m	10970	23.2%
a	10970	23.2%
l	10970	23.2%
f	1709	3.6%

income
Real number (ℝ)

ZEROS

Distinct	383
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1143.7324

Minimum	0
Maximum	52800
Zeros	2770
Zeros (%)	25.3%
Negative	0
Negative (%)	0.0%
Memory size	85.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	960
Q3	1440
95-th percentile	2880
Maximum	52800
Range	52800
Interquartile range (IQR)	1440

Descriptive statistics

Standard deviation	1573.4205
Coefficient of variation (CV)	1.3756894
Kurtosis	232.53274
Mean	1143.7324
Median Absolute Deviation (MAD)	480
Skewness	10.698369
Sum	12546744
Variance	2475652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2770	25.3%
1440	1156	10.5%
1200	1097	10.0%
960	1040	9.5%
720	728	6.6%
1920	591	5.4%
2400	424	3.9%
1680	319	2.9%
864	250	2.3%
576	129	1.2%
Other values (373)	2466	22.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2770	25.3%
1	5	< 0.1%
2	1	< 0.1%
106	1	< 0.1%
120	3	< 0.1%
144	1	< 0.1%
149	1	< 0.1%
216	2	< 0.1%
221	4	< 0.1%
223	1	< 0.1%

Value	Count	Frequency (%)
52800	1	< 0.1%
43200	1	< 0.1%
38400	1	< 0.1%
33600	1	< 0.1%
28800	1	< 0.1%
24000	1	< 0.1%
21120	1	< 0.1%
19200	7	0.1%
16320	1	< 0.1%
14400	13	0.1%

vehicle_production_year
Real number (ℝ)

Distinct	35
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2003.0438

Minimum	1982
Maximum	2020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	85.8 KiB

Quantile statistics

Minimum	1982
5-th percentile	1996
Q1	1999
median	2003
Q3	2006
95-th percentile	2012
Maximum	2020
Range	38
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.9220185
Coefficient of variation (CV)	0.0024572695
Kurtosis	-0.37182747
Mean	2003.0438
Median Absolute Deviation (MAD)	4
Skewness	0.29169417
Sum	21973391
Variance	24.226266
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
1999	959	8.7%
1998	917	8.4%
2000	796	7.3%
2005	777	7.1%
2002	736	6.7%
2004	729	6.6%
2006	717	6.5%
2003	711	6.5%
2001	667	6.1%
2007	657	6.0%
Other values (25)	3304	30.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1982	1	< 0.1%
1985	1	< 0.1%
1986	1	< 0.1%
1989	2	< 0.1%
1990	3	< 0.1%
1991	12	0.1%
1992	27	0.2%
1993	42	0.4%
1994	137	1.2%
1995	256	2.3%

Value	Count	Frequency (%)
2020	1	< 0.1%
2019	2	< 0.1%
2018	12	0.1%
2017	24	0.2%
2016	32	0.3%
2015	50	0.5%
2014	108	1.0%
2013	139	1.3%
2012	231	2.1%
2011	326	3.0%

vehicle_initial_assessment_value
Real number (ℝ)

Distinct	489
Distinct (%)	4.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10286.784

Minimum	1104
Maximum	168000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	85.8 KiB

Quantile statistics

Minimum	1104
5-th percentile	4320
Q1	6240
median	8160
Q3	12212
95-th percentile	23040
Maximum	168000
Range	166896
Interquartile range (IQR)	5972

Descriptive statistics

Standard deviation	7192.8341
Coefficient of variation (CV)	0.69923056
Kurtosis	49.444218
Mean	10286.784
Median Absolute Deviation (MAD)	2400
Skewness	4.5249967
Sum	1.1284602 × 10⁸
Variance	51736862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5760	693	6.3%
7200	658	6.0%
7680	607	5.5%
6720	582	5.3%
5280	557	5.1%
8160	490	4.5%
6240	475	4.3%
9600	427	3.9%
8640	410	3.7%
4800	402	3.7%
Other values (479)	5669	51.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1104	1	< 0.1%
1440	1	< 0.1%
1872	1	< 0.1%
1920	3	< 0.1%
2160	6	0.1%
2246	1	< 0.1%
2304	2	< 0.1%
2385	1	< 0.1%
2400	38	0.3%
2419	1	< 0.1%

Value	Count	Frequency (%)
168000	1	< 0.1%
144000	1	< 0.1%
96000	2	< 0.1%
91200	2	< 0.1%
86400	2	< 0.1%
72000	1	< 0.1%
67200	5	< 0.1%
64800	2	< 0.1%
62400	6	0.1%
60000	2	< 0.1%

age
Real number (ℝ)

Distinct	57
Distinct (%)	0.5%
Missing	22
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	37.719401

Minimum	18
Maximum	78
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	85.8 KiB

Quantile statistics

Minimum	18
5-th percentile	24
Q1	29
median	35
Q3	44
95-th percentile	61
Maximum	78
Range	60
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.298195
Coefficient of variation (CV)	0.29953274
Kurtosis	0.036227506
Mean	37.719401
Median Absolute Deviation (MAD)	7
Skewness	0.87510596
Sum	412952
Variance	127.64922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	519	4.7%
31	500	4.6%
29	485	4.4%
33	462	4.2%
28	453	4.1%
27	448	4.1%
34	427	3.9%
25	406	3.7%
32	402	3.7%
35	396	3.6%
Other values (47)	6450	58.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	1	< 0.1%
19	4	< 0.1%
20	14	0.1%
21	56	0.5%
22	103	0.9%
23	219	2.0%
24	363	3.3%
25	406	3.7%
26	395	3.6%
27	448	4.1%

Value	Count	Frequency (%)
78	2	< 0.1%
74	1	< 0.1%
72	9	0.1%
71	16	0.1%
70	29	0.3%
69	19	0.2%
68	40	0.4%
67	43	0.4%
66	42	0.4%
65	60	0.5%

had_car_loan
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	621.5 KiB

0	9336
1	1634

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10970
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	9336	85.1%
1	1634	14.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	9336	85.1%
1	1634	14.9%

Most occurring characters

Value	Count	Frequency (%)
0	9336	85.1%
1	1634	14.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10970	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	9336	85.1%
1	1634	14.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10970	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	9336	85.1%
1	1634	14.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10970	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	9336	85.1%
1	1634	14.9%

had_other_loans
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	621.5 KiB

0	9610
1	1360

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10970
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	9610	87.6%
1	1360	12.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	9610	87.6%
1	1360	12.4%

Most occurring characters

Value	Count	Frequency (%)
0	9610	87.6%
1	1360	12.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10970	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	9610	87.6%
1	1360	12.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10970	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	9610	87.6%
1	1360	12.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10970	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	9610	87.6%
1	1360	12.4%

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	clientid	client_type	ratio	loan_type	loan_initial_term	loan_initial_amount	loan_to_value_ratio	annual_percentage_rate	monthly_interest_rate	region	branch	client_gender	income	vehicle_production_year	vehicle_initial_assessment_value	age	had_car_loan	had_other_loans
0	0	default	1.166667	leaseback	36	1920	0.200000	35.875763	3.374	region 9	branch 3	male	1214	2002	9600	37.0	0	0
1	1	default	1.027778	leaseback	54	5040	0.777778	36.079749	3.374	NaN	branch 3	male	0	1995	6480	36.0	0	0
2	2	default	0.916667	leasing	18	2400	0.454545	42.292028	3.374	region 2	branch 5	male	720	1999	5280	57.0	0	0
3	3	default	0.916667	leaseback	36	9360	0.886364	35.580055	3.374	NaN	branch 3	female	0	2000	10560	65.0	0	0
4	4	default	0.888889	leasing	54	5760	0.750000	37.090166	3.374	region 6	branch 2	male	0	2008	7680	35.0	0	0
5	5	default	0.875000	leaseback	36	2400	0.333333	39.586539	3.374	NaN	branch 3	male	0	1998	7200	32.0	1	0
6	6	default	0.833333	leaseback	36	2160	0.264706	37.900981	3.374	region 2	branch 5	male	0	2012	8160	33.0	0	1
7	7	default	0.833333	leaseback	18	12960	0.794118	41.083697	3.374	region 5	branch 5	male	19200	2009	16320	36.0	0	0
8	8	default	0.833333	leaseback	36	3840	0.615385	37.538582	3.374	region 6	branch 2	female	960	1996	6240	36.0	0	0
9	9	default	0.833333	leaseback	18	2160	0.375000	36.811446	3.374	region 6	branch 3	male	0	1998	5760	29.0	0	0

	clientid	client_type	ratio	loan_type	loan_initial_term	loan_initial_amount	loan_to_value_ratio	annual_percentage_rate	monthly_interest_rate	region	branch	client_gender	income	vehicle_production_year	vehicle_initial_assessment_value	age
10960	10960	regular	NaN	leaseback	108	5280	0.687500	35.224000	3.374	NaN	branch 3	male	0	1997	7680	30.0
10961	10961	regular	NaN	leaseback	90	14880	0.775000	35.880166	3.374	NaN	branch 3	female	0	2009	19200	25.0
10962	10962	regular	NaN	leaseback	72	3840	0.410256	36.702057	3.374	NaN	branch 3	male	0	2003	9360	45.0
10963	10963	regular	NaN	leaseback	90	3360	0.636364	36.087020	3.374	NaN	branch 3	male	0	2003	5280	40.0
10964	10964	regular	NaN	leaseback	90	6240	0.742857	35.053230	3.374	NaN	branch 3	male	720	2001	8400	52.0
10965	10965	regular	NaN	leaseback	90	14400	0.625000	36.255934	3.374	NaN	branch 3	male	0	2004	23040	62.0
10966	10966	regular	NaN	leaseback	90	4320	0.562500	36.048964	3.374	NaN	branch 3	male	0	1994	7680	35.0
10967	10967	regular	NaN	leaseback	90	4320	0.600000	35.899666	3.374	NaN	branch 3	male	0	1998	7200	24.0
10968	10968	regular	NaN	leaseback	72	2880	0.285714	37.547347	3.374	NaN	branch 3	male	0	2004	10080	33.0
10969	10969	regular	NaN	leaseback	90	7200	0.456522	36.371830	3.374	NaN	branch 3	male	0	2000	15771	49.0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values